Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 14388 |
| Missing cells | 6952 |
| Missing cells (%) | 2.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.0 MiB |
| Average record size in memory | 144.0 B |
Variable types
| NUM | 12 |
|---|---|
| CAT | 5 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-06-06 04:35:04.384899 |
|---|---|
| Analysis finished | 2020-06-06 04:35:30.621435 |
| Duration | 26.24 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
target has 6952 (48.3%) missing values | Missing |
params0 is highly skewed (γ1 = -22.49707985) | Skewed |
params1 is highly skewed (γ1 = 63.68227615) | Skewed |
params3 is highly skewed (γ1 = 68.59503099) | Skewed |
params4 is highly skewed (γ1 = 43.40645376) | Skewed |
params0 has unique values | Unique |
rms has unique values | Unique |
spectrum_filename has unique values | Unique |
spectrum_id has unique values | Unique |
layout_x has 398 (2.8%) zeros | Zeros |
beta
Real number (ℝ≥0)
| Distinct count | 12920 |
|---|---|
| Unique (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3398781139764335 |
|---|---|
| Minimum | 3.3369076773278623e-37 |
| Maximum | 1.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 3.336907677e-37 |
|---|---|
| 5-th percentile | 2.397680408e-15 |
| Q1 | 0.04737269486 |
| median | 0.2307974401 |
| Q3 | 0.546055588 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4986828931 |
Descriptive statistics
| Standard deviation | 0.3389495033 |
|---|---|
| Coefficient of variation (CV) | 0.9972678125 |
| Kurtosis | -0.6959015507 |
| Mean | 0.339878114 |
| Median Absolute Deviation (MAD) | 0.2160081881 |
| Skewness | 0.804329633 |
| Sum | 4890.166304 |
| Variance | 0.1148867658 |
| Value | Count | Frequency (%) | |
| 1 | 1387 | 9.6% | |
| 1 | 28 | 0.2% | |
| 1 | 18 | 0.1% | |
| 1 | 15 | 0.1% | |
| 1 | 12 | 0.1% | |
| 1 | 5 | < 0.1% | |
| 1 | 4 | < 0.1% | |
| 1 | 3 | < 0.1% | |
| 1 | 3 | < 0.1% | |
| 1 | 2 | < 0.1% | |
| Other values (12910) | 12911 | 89.7% |
| Value | Count | Frequency (%) | |
| 3.336907677e-37 | 1 | < 0.1% | |
| 5.533556644e-33 | 1 | < 0.1% | |
| 1.262773621e-30 | 1 | < 0.1% | |
| 3.481021966e-30 | 1 | < 0.1% | |
| 6.42219085e-30 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1387 | 9.6% | |
| 1 | 28 | 0.2% | |
| 1 | 18 | 0.1% | |
| 1 | 5 | < 0.1% | |
| 1 | 15 | 0.1% |
chip_id
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| 3c2948d0a755e5ff99f6 | |
|---|---|
| a005efe42b620a737e7e | |
| 79ad4647da6de6425abf | |
| 118c70535bd753a86615 | |
| 84b788fdc5e779f8a0df | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| 3c2948d0a755e5ff99f6 | 3897 | 27.1% | |
| a005efe42b620a737e7e | 2853 | 19.8% | |
| 79ad4647da6de6425abf | 1821 | 12.7% | |
| 118c70535bd753a86615 | 1805 | 12.5% | |
| 84b788fdc5e779f8a0df | 1194 | 8.3% | |
| 6718e7f83c824b1e436d | 1148 | 8.0% | |
| 0b9dbf13f938efd5717f | 1008 | 7.0% | |
| c695a1e61e002b34e556 | 460 | 3.2% | |
| a948b8cdcd7957eb5c31 | 202 | 1.4% |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 20 |
| Min length | 20 |
exc_wl
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| 850 | |
|---|---|
| 780 |
| Value | Count | Frequency (%) | |
| 850 | 8466 | 58.8% | |
| 780 | 5922 | 41.2% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
layout_a
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 0 |
| Value | Count | Frequency (%) | |
| 2 | 3749 | 26.1% | |
| 1 | 3712 | 25.8% | |
| 3 | 3585 | 24.9% | |
| 0 | 3342 | 23.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct count | 48 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.49548234639978 |
|---|---|
| Minimum | 0 |
| Maximum | 47 |
| Zeros | 398 |
| Zeros (%) | 2.8% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 24 |
| Q3 | 37 |
| 95-th percentile | 45 |
| Maximum | 47 |
| Range | 47 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 14.55929055 |
|---|---|
| Coefficient of variation (CV) | 0.6196634031 |
| Kurtosis | -1.329048378 |
| Mean | 23.49548235 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.0514120973 |
| Sum | 338053 |
| Variance | 211.9729413 |
| Value | Count | Frequency (%) | |
| 0 | 398 | 2.8% | |
| 1 | 390 | 2.7% | |
| 4 | 387 | 2.7% | |
| 3 | 374 | 2.6% | |
| 38 | 362 | 2.5% | |
| 33 | 358 | 2.5% | |
| 46 | 352 | 2.4% | |
| 40 | 348 | 2.4% | |
| 44 | 348 | 2.4% | |
| 2 | 348 | 2.4% | |
| Other values (38) | 10723 | 74.5% |
| Value | Count | Frequency (%) | |
| 0 | 398 | 2.8% | |
| 1 | 390 | 2.7% | |
| 2 | 348 | 2.4% | |
| 3 | 374 | 2.6% | |
| 4 | 387 | 2.7% |
| Value | Count | Frequency (%) | |
| 47 | 263 | 1.8% | |
| 46 | 352 | 2.4% | |
| 45 | 336 | 2.3% | |
| 44 | 348 | 2.4% | |
| 43 | 305 | 2.1% |
layout_y
Real number (ℝ≥0)
| Distinct count | 192 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.44683069224354 |
|---|---|
| Minimum | 0 |
| Maximum | 191 |
| Zeros | 56 |
| Zeros (%) | 0.4% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 46 |
| median | 99 |
| Q3 | 148 |
| 95-th percentile | 183 |
| Maximum | 191 |
| Range | 191 |
| Interquartile range (IQR) | 102 |
Descriptive statistics
| Standard deviation | 57.22705902 |
|---|---|
| Coefficient of variation (CV) | 0.5872644458 |
| Kurtosis | -1.271339976 |
| Mean | 97.44683069 |
| Median Absolute Deviation (MAD) | 51 |
| Skewness | -0.05461754493 |
| Sum | 1402065 |
| Variance | 3274.936285 |
| Value | Count | Frequency (%) | |
| 143 | 111 | 0.8% | |
| 7 | 111 | 0.8% | |
| 181 | 102 | 0.7% | |
| 179 | 101 | 0.7% | |
| 186 | 101 | 0.7% | |
| 187 | 99 | 0.7% | |
| 50 | 98 | 0.7% | |
| 6 | 98 | 0.7% | |
| 171 | 98 | 0.7% | |
| 147 | 97 | 0.7% | |
| Other values (182) | 13372 | 92.9% |
| Value | Count | Frequency (%) | |
| 0 | 56 | 0.4% | |
| 1 | 82 | 0.6% | |
| 2 | 80 | 0.6% | |
| 3 | 91 | 0.6% | |
| 4 | 61 | 0.4% |
| Value | Count | Frequency (%) | |
| 191 | 82 | 0.6% | |
| 190 | 86 | 0.6% | |
| 189 | 86 | 0.6% | |
| 188 | 73 | 0.5% | |
| 187 | 99 | 0.7% |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -49.48396538142775 |
|---|---|
| Minimum | -162480.31288668307 |
| Maximum | 2850.6578511143766 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | -162480.3129 |
|---|---|
| 5-th percentile | -27.09550743 |
| Q1 | 46.31447739 |
| median | 157.5178626 |
| Q3 | 304.0492356 |
| 95-th percentile | 493.3347143 |
| Maximum | 2850.657851 |
| Range | 165330.9707 |
| Interquartile range (IQR) | 257.7347582 |
Descriptive statistics
| Standard deviation | 3726.311048 |
|---|---|
| Coefficient of variation (CV) | -75.30340423 |
| Kurtosis | 651.4684634 |
| Mean | -49.48396538 |
| Median Absolute Deviation (MAD) | 123.2630787 |
| Skewness | -22.49707985 |
| Sum | -711975.2939 |
| Variance | 13885394.03 |
| Value | Count | Frequency (%) | |
| -65.9887858 | 1 | < 0.1% | |
| 29.20133243 | 1 | < 0.1% | |
| 332.4081602 | 1 | < 0.1% | |
| 148.1578609 | 1 | < 0.1% | |
| 94.27161392 | 1 | < 0.1% | |
| 360.3706483 | 1 | < 0.1% | |
| 73.80165966 | 1 | < 0.1% | |
| 203.6651115 | 1 | < 0.1% | |
| 24.46201414 | 1 | < 0.1% | |
| 373.187825 | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
| Value | Count | Frequency (%) | |
| -162480.3129 | 1 | < 0.1% | |
| -124965.8336 | 1 | < 0.1% | |
| -119741.3142 | 1 | < 0.1% | |
| -117100.2725 | 1 | < 0.1% | |
| -94136.75426 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2850.657851 | 1 | < 0.1% | |
| 2205.008677 | 1 | < 0.1% | |
| 1993.97377 | 1 | < 0.1% | |
| 1956.267407 | 1 | < 0.1% | |
| 1868.567396 | 1 | < 0.1% |
| Distinct count | 14326 |
|---|---|
| Unique (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174344.35260081355 |
|---|---|
| Minimum | 1.2464153485861729e-29 |
| Maximum | 507377792.1048709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1.246415349e-29 |
|---|---|
| 5-th percentile | 1e-10 |
| Q1 | 1080.285552 |
| median | 7001.471568 |
| Q3 | 24400.06786 |
| 95-th percentile | 85043.32888 |
| Maximum | 507377792.1 |
| Range | 507377792.1 |
| Interquartile range (IQR) | 23319.7823 |
Descriptive statistics
| Standard deviation | 6016008.027 |
|---|---|
| Coefficient of variation (CV) | 34.50646916 |
| Kurtosis | 4568.134139 |
| Mean | 174344.3526 |
| Median Absolute Deviation (MAD) | 6751.647965 |
| Skewness | 63.68227615 |
| Sum | 2508466545 |
| Variance | 3.619235258e+13 |
| Value | Count | Frequency (%) | |
| 1e-10 | 63 | 0.4% | |
| 953.5810253 | 1 | < 0.1% | |
| 888.4244502 | 1 | < 0.1% | |
| 52.86028431 | 1 | < 0.1% | |
| 6218.322916 | 1 | < 0.1% | |
| 42281.71415 | 1 | < 0.1% | |
| 327.6892515 | 1 | < 0.1% | |
| 82265.81529 | 1 | < 0.1% | |
| 9633.732553 | 1 | < 0.1% | |
| 19067.91491 | 1 | < 0.1% | |
| Other values (14316) | 14316 | 99.5% |
| Value | Count | Frequency (%) | |
| 1.246415349e-29 | 1 | < 0.1% | |
| 3.967801941e-24 | 1 | < 0.1% | |
| 6.255908306e-23 | 1 | < 0.1% | |
| 3.44452566e-21 | 1 | < 0.1% | |
| 5.262123287e-21 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 507377792.1 | 1 | < 0.1% | |
| 329748667.9 | 1 | < 0.1% | |
| 252597046.8 | 1 | < 0.1% | |
| 251951190.4 | 1 | < 0.1% | |
| 59014441.2 | 1 | < 0.1% |
params2
Real number (ℝ≥0)
| Distinct count | 14203 |
|---|---|
| Unique (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1245.5799411067878 |
|---|---|
| Minimum | 1000.0 |
| Maximum | 1599.9999999999998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1076.305323 |
| Q1 | 1090.07876 |
| median | 1231.312356 |
| Q3 | 1362.177354 |
| 95-th percentile | 1515.033737 |
| Maximum | 1600 |
| Range | 600 |
| Interquartile range (IQR) | 272.0985933 |
Descriptive statistics
| Standard deviation | 150.7385884 |
|---|---|
| Coefficient of variation (CV) | 0.1210187989 |
| Kurtosis | -0.8645515764 |
| Mean | 1245.579941 |
| Median Absolute Deviation (MAD) | 138.4313872 |
| Skewness | 0.413404394 |
| Sum | 17921404.19 |
| Variance | 22722.12203 |
| Value | Count | Frequency (%) | |
| 1597 | 71 | 0.5% | |
| 1003 | 60 | 0.4% | |
| 1000 | 8 | 0.1% | |
| 1600 | 7 | < 0.1% | |
| 1289.066 | 4 | < 0.1% | |
| 1000 | 4 | < 0.1% | |
| 1142.906 | 3 | < 0.1% | |
| 1165.92 | 3 | < 0.1% | |
| 1286.983 | 3 | < 0.1% | |
| 1219.204 | 3 | < 0.1% | |
| Other values (14193) | 14222 | 98.8% |
| Value | Count | Frequency (%) | |
| 1000 | 4 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 8 | 0.1% | |
| 1000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1600 | 3 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% |
| Distinct count | 13269 |
|---|---|
| Unique (%) | 92.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.595020055030526 |
|---|---|
| Minimum | 0.5000000000000001 |
| Maximum | 4940.099845242949 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 2 |
| median | 4.588196205 |
| Q3 | 5.908641985 |
| 95-th percentile | 14.79655756 |
| Maximum | 4940.099845 |
| Range | 4939.599845 |
| Interquartile range (IQR) | 3.908641985 |
Descriptive statistics
| Standard deviation | 63.14547827 |
|---|---|
| Coefficient of variation (CV) | 9.57472119 |
| Kurtosis | 4855.784601 |
| Mean | 6.595020055 |
| Median Absolute Deviation (MAD) | 2.588196205 |
| Skewness | 68.59503099 |
| Sum | 94889.14855 |
| Variance | 3987.351426 |
| Value | Count | Frequency (%) | |
| 2 | 709 | 4.9% | |
| 0.5 | 285 | 2.0% | |
| 0.5 | 12 | 0.1% | |
| 0.5 | 11 | 0.1% | |
| 0.5 | 9 | 0.1% | |
| 10 | 9 | 0.1% | |
| 0.5 | 8 | 0.1% | |
| 0.5 | 7 | < 0.1% | |
| 0.5 | 6 | < 0.1% | |
| 0.5 | 6 | < 0.1% | |
| Other values (13259) | 13326 | 92.6% |
| Value | Count | Frequency (%) | |
| 0.5 | 285 | 2.0% | |
| 0.5 | 9 | 0.1% | |
| 0.5 | 12 | 0.1% | |
| 0.5 | 5 | < 0.1% | |
| 0.5 | 11 | 0.1% |
| Value | Count | Frequency (%) | |
| 4940.099845 | 1 | < 0.1% | |
| 4303.51195 | 1 | < 0.1% | |
| 3655.770838 | 1 | < 0.1% | |
| 733.8533249 | 1 | < 0.1% | |
| 278.2816612 | 1 | < 0.1% |
| Distinct count | 14201 |
|---|---|
| Unique (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 924154.1468560996 |
|---|---|
| Minimum | 8.1584815152519085e-19 |
| Maximum | 1283687252.4541855 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 8.158481515e-19 |
|---|---|
| 5-th percentile | 5e-13 |
| Q1 | 10601.72245 |
| median | 21770.23528 |
| Q3 | 43253.49235 |
| 95-th percentile | 122748.5237 |
| Maximum | 1283687252 |
| Range | 1283687252 |
| Interquartile range (IQR) | 32651.7699 |
Descriptive statistics
| Standard deviation | 19199989.3 |
|---|---|
| Coefficient of variation (CV) | 20.77574328 |
| Kurtosis | 2321.441145 |
| Mean | 924154.1469 |
| Median Absolute Deviation (MAD) | 13993.54673 |
| Skewness | 43.40645376 |
| Sum | 1.329672986e+10 |
| Variance | 3.686395893e+14 |
| Value | Count | Frequency (%) | |
| 5e-13 | 188 | 1.3% | |
| 36252.34344 | 1 | < 0.1% | |
| 131977.4604 | 1 | < 0.1% | |
| 6730.485518 | 1 | < 0.1% | |
| 12076.93792 | 1 | < 0.1% | |
| 11103.82959 | 1 | < 0.1% | |
| 41107.85865 | 1 | < 0.1% | |
| 19217.00308 | 1 | < 0.1% | |
| 21468.15097 | 1 | < 0.1% | |
| 41447.29833 | 1 | < 0.1% | |
| Other values (14191) | 14191 | 98.6% |
| Value | Count | Frequency (%) | |
| 8.158481515e-19 | 1 | < 0.1% | |
| 3.1323902e-18 | 1 | < 0.1% | |
| 4.074092224e-18 | 1 | < 0.1% | |
| 4.742827243e-18 | 1 | < 0.1% | |
| 6.693133025e-18 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1283687252 | 1 | < 0.1% | |
| 989515634.6 | 1 | < 0.1% | |
| 819365760.1 | 1 | < 0.1% | |
| 717043701.9 | 1 | < 0.1% | |
| 573587229.3 | 1 | < 0.1% |
params5
Real number (ℝ≥0)
| Distinct count | 14171 |
|---|---|
| Unique (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1249.4005912290147 |
|---|---|
| Minimum | 1000.0 |
| Maximum | 1599.9999999999998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1003.216973 |
| Q1 | 1089.009329 |
| median | 1232.251148 |
| Q3 | 1366.971049 |
| 95-th percentile | 1596.997198 |
| Maximum | 1600 |
| Range | 600 |
| Interquartile range (IQR) | 277.9617196 |
Descriptive statistics
| Standard deviation | 164.0534498 |
|---|---|
| Coefficient of variation (CV) | 0.1313057245 |
| Kurtosis | -0.747870197 |
| Mean | 1249.400591 |
| Median Absolute Deviation (MAD) | 142.5137665 |
| Skewness | 0.4621251171 |
| Sum | 17976375.71 |
| Variance | 26913.5344 |
| Value | Count | Frequency (%) | |
| 1000 | 67 | 0.5% | |
| 1600 | 55 | 0.4% | |
| 1597 | 40 | 0.3% | |
| 1003 | 30 | 0.2% | |
| 1597 | 18 | 0.1% | |
| 1003 | 6 | < 0.1% | |
| 1600 | 5 | < 0.1% | |
| 1600 | 4 | < 0.1% | |
| 1362.625441 | 1 | < 0.1% | |
| 1406.703145 | 1 | < 0.1% | |
| Other values (14161) | 14161 | 98.4% |
| Value | Count | Frequency (%) | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1600 | 4 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 55 | 0.4% |
params6
Real number (ℝ≥0)
| Distinct count | 14382 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88242.70284876494 |
|---|---|
| Minimum | 0.5000000231602091 |
| Maximum | 4883344.165783549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0.5000000232 |
|---|---|
| 5-th percentile | 5.48301671 |
| Q1 | 7.953383392 |
| median | 11.3821437 |
| Q3 | 16.96238096 |
| 95-th percentile | 81697.06043 |
| Maximum | 4883344.166 |
| Range | 4883343.666 |
| Interquartile range (IQR) | 9.008997568 |
Descriptive statistics
| Standard deviation | 523558.8148 |
|---|---|
| Coefficient of variation (CV) | 5.933168386 |
| Kurtosis | 40.28262086 |
| Mean | 88242.70285 |
| Median Absolute Deviation (MAD) | 3.900304466 |
| Skewness | 6.411890542 |
| Sum | 1269636009 |
| Variance | 2.741138326e+11 |
| Value | Count | Frequency (%) | |
| 10 | 7 | < 0.1% | |
| 13.53051325 | 1 | < 0.1% | |
| 13.69064784 | 1 | < 0.1% | |
| 2933.347307 | 1 | < 0.1% | |
| 11.20838187 | 1 | < 0.1% | |
| 14.81364459 | 1 | < 0.1% | |
| 11.43754378 | 1 | < 0.1% | |
| 26.3147406 | 1 | < 0.1% | |
| 10.91354764 | 1 | < 0.1% | |
| 24.79555413 | 1 | < 0.1% | |
| Other values (14372) | 14372 | 99.9% |
| Value | Count | Frequency (%) | |
| 0.5000000232 | 1 | < 0.1% | |
| 0.5000077361 | 1 | < 0.1% | |
| 0.5005436072 | 1 | < 0.1% | |
| 0.6250719437 | 1 | < 0.1% | |
| 0.6947331394 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4883344.166 | 1 | < 0.1% | |
| 4689999.77 | 1 | < 0.1% | |
| 4002886.988 | 1 | < 0.1% | |
| 4001311.603 | 1 | < 0.1% | |
| 4001233.049 | 1 | < 0.1% |
pos_x
Real number (ℝ)
| Distinct count | 14295 |
|---|---|
| Unique (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.877409570475395 |
|---|---|
| Minimum | -1704.704 |
| Maximum | 1698.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | -1704.704 |
|---|---|
| 5-th percentile | -1606.56925 |
| Q1 | -972.04915 |
| median | 187.43875 |
| Q3 | 1052.58025 |
| 95-th percentile | 1569.99925 |
| Maximum | 1698.19 |
| Range | 3402.894 |
| Interquartile range (IQR) | 2024.6294 |
Descriptive statistics
| Standard deviation | 1092.881469 |
|---|---|
| Coefficient of variation (CV) | 185.9461138 |
| Kurtosis | -1.420822706 |
| Mean | 5.87740957 |
| Median Absolute Deviation (MAD) | 995.47275 |
| Skewness | -0.03974500368 |
| Sum | 84564.1689 |
| Variance | 1194389.905 |
| Value | Count | Frequency (%) | |
| 1344.089 | 2 | < 0.1% | |
| 1055.594 | 2 | < 0.1% | |
| 1533.17 | 2 | < 0.1% | |
| -1696.622 | 2 | < 0.1% | |
| 1314.554 | 2 | < 0.1% | |
| 1281.576 | 2 | < 0.1% | |
| -1149.854 | 2 | < 0.1% | |
| -1508.184 | 2 | < 0.1% | |
| 1569.862 | 2 | < 0.1% | |
| -1667.831 | 2 | < 0.1% | |
| Other values (14285) | 14368 | 99.9% |
| Value | Count | Frequency (%) | |
| -1704.704 | 1 | < 0.1% | |
| -1704.222 | 1 | < 0.1% | |
| -1704.037 | 1 | < 0.1% | |
| -1704.005 | 1 | < 0.1% | |
| -1702.777 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1698.19 | 1 | < 0.1% | |
| 1693.647 | 1 | < 0.1% | |
| 1688.86 | 1 | < 0.1% | |
| 1669.704 | 1 | < 0.1% | |
| 1669.588 | 1 | < 0.1% |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.788097914002476 |
|---|---|
| Minimum | 6.110799020422154 |
| Maximum | 212.5098034623708 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 6.11079902 |
|---|---|
| 5-th percentile | 7.241705084 |
| Q1 | 8.289552626 |
| median | 9.822982525 |
| Q3 | 13.8692117 |
| 95-th percentile | 28.13839411 |
| Maximum | 212.5098035 |
| Range | 206.3990044 |
| Interquartile range (IQR) | 5.579659073 |
Descriptive statistics
| Standard deviation | 8.394044549 |
|---|---|
| Coefficient of variation (CV) | 0.6563950797 |
| Kurtosis | 48.21474878 |
| Mean | 12.78809791 |
| Median Absolute Deviation (MAD) | 1.974224635 |
| Skewness | 4.768462979 |
| Sum | 183995.1528 |
| Variance | 70.4599839 |
| Value | Count | Frequency (%) | |
| 10.19801741 | 1 | < 0.1% | |
| 10.2893017 | 1 | < 0.1% | |
| 7.261656752 | 1 | < 0.1% | |
| 8.373738314 | 1 | < 0.1% | |
| 8.8679784 | 1 | < 0.1% | |
| 19.61848708 | 1 | < 0.1% | |
| 14.46504801 | 1 | < 0.1% | |
| 19.15597246 | 1 | < 0.1% | |
| 6.853713122 | 1 | < 0.1% | |
| 21.84200819 | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
| Value | Count | Frequency (%) | |
| 6.11079902 | 1 | < 0.1% | |
| 6.138489053 | 1 | < 0.1% | |
| 6.229944715 | 1 | < 0.1% | |
| 6.275124118 | 1 | < 0.1% | |
| 6.297344012 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 212.5098035 | 1 | < 0.1% | |
| 133.8552083 | 1 | < 0.1% | |
| 129.3812603 | 1 | < 0.1% | |
| 114.8338041 | 1 | < 0.1% | |
| 109.1949151 | 1 | < 0.1% |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| d7de9b0df9f02952cae6.dat | 1 |
|---|---|
| 24996eb54e2d3a0f707b.dat | 1 |
| 6daa3504fd7e483e77de.dat | 1 |
| efea6724b526b77cb091.dat | 1 |
| ce7a67e494107e858e80.dat | 1 |
| Other values (14383) |
| Value | Count | Frequency (%) | |
| d7de9b0df9f02952cae6.dat | 1 | < 0.1% | |
| 24996eb54e2d3a0f707b.dat | 1 | < 0.1% | |
| 6daa3504fd7e483e77de.dat | 1 | < 0.1% | |
| efea6724b526b77cb091.dat | 1 | < 0.1% | |
| ce7a67e494107e858e80.dat | 1 | < 0.1% | |
| 583494b7371de0107cf2.dat | 1 | < 0.1% | |
| 47db4b0331ef53573b5c.dat | 1 | < 0.1% | |
| 6537e47ed0bd08217093.dat | 1 | < 0.1% | |
| 4d4765fe4d85ab2ebf16.dat | 1 | < 0.1% | |
| 1aaa3c0a55ed1c5cdd64.dat | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 24 |
| Min length | 24 |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| ef4b6552336a0297b903 | 1 |
|---|---|
| fe21aab0e21d93aab0f8 | 1 |
| ec4dd04afe54a8ff63ef | 1 |
| 7519421ac11ff31ff432 | 1 |
| d339e935dcb2cf5ffdb5 | 1 |
| Other values (14383) |
| Value | Count | Frequency (%) | |
| ef4b6552336a0297b903 | 1 | < 0.1% | |
| fe21aab0e21d93aab0f8 | 1 | < 0.1% | |
| ec4dd04afe54a8ff63ef | 1 | < 0.1% | |
| 7519421ac11ff31ff432 | 1 | < 0.1% | |
| d339e935dcb2cf5ffdb5 | 1 | < 0.1% | |
| 7c6d2157c6cb1754a987 | 1 | < 0.1% | |
| 1ce4c5eb73de25ba5f41 | 1 | < 0.1% | |
| 8af4ada13cb8d4834372 | 1 | < 0.1% | |
| 39177776a09c0eade3d5 | 1 | < 0.1% | |
| bd62baac551534f7966f | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 20 |
| Min length | 20 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| beta | chip_id | exc_wl | layout_a | layout_x | layout_y | params0 | params1 | params2 | params3 | params4 | params5 | params6 | pos_x | rms | spectrum_filename | spectrum_id | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2.521298e-02 | 79ad4647da6de6425abf | 850 | 2 | 36 | 140 | 30.808589 | 5.811802e+02 | 1037.714752 | 1.531423 | 22469.651641 | 1032.317268 | 8.295610 | 1313.0810 | 10.028668 | b2e223339f4abce9b400.dat | 000da4633378740f1ee8 | 0.0 |
| 1 | 3.435612e-01 | 79ad4647da6de6425abf | 780 | 3 | 0 | 168 | 91.300897 | 1.740582e+04 | 1080.510452 | 4.766233 | 33257.123175 | 1077.468855 | 8.018225 | 159.4150 | 7.948485 | e2f150a503244145e7ce.dat | 000ed1a5a9fe0ad2b7dd | 0.0 |
| 2 | 2.348528e-15 | c695a1e61e002b34e556 | 780 | 1 | 34 | 29 | 106.642946 | 1.000000e-10 | 1119.464438 | 2.000000 | 42579.867913 | 1378.883338 | 11.687417 | -610.7688 | 10.739859 | 3d58b7ccaee157979cf0.dat | 0016e3322c4ce0700f9a | 0.0 |
| 3 | 2.183921e-01 | c695a1e61e002b34e556 | 780 | 2 | 32 | 139 | 306.933674 | 1.099486e+04 | 1139.855067 | 5.198692 | 39349.741703 | 1145.212849 | 9.445029 | 1214.6180 | 10.379948 | ed3641184d3b7c0ae703.dat | 00256bd0f8c6cf5f59c8 | 0.0 |
| 4 | 4.176962e-01 | c695a1e61e002b34e556 | 780 | 0 | 45 | 85 | 46.133256 | 2.227622e+04 | 1120.918337 | 5.668012 | 31054.928673 | 1117.107782 | 7.658710 | -257.6161 | 8.316550 | 4c63418d39f86dfab9bb.dat | 003483ee5ae313d37590 | 0.0 |
| 5 | 2.913505e-15 | 6718e7f83c824b1e436d | 780 | 3 | 26 | 50 | 16.597469 | 1.000000e-10 | 1090.014999 | 2.000000 | 34322.923796 | 1217.305934 | 11.552158 | 988.1680 | 7.752002 | cf8657e1503943995dbe.dat | 0037f18f5aaec409bef7 | 0.0 |
| 6 | 2.241769e-02 | 0b9dbf13f938efd5717f | 780 | 0 | 47 | 118 | -61.581442 | 5.348651e+03 | 1288.578935 | 1.211405 | 233242.027803 | 1285.608864 | 9.857559 | -190.8572 | 16.392855 | 7a226cdd3178326a87f1.dat | 0041c80d2bb0ad8f0c1e | 0.0 |
| 7 | 1.324279e-02 | 84b788fdc5e779f8a0df | 850 | 3 | 6 | 118 | 165.874822 | 7.272072e+02 | 1285.774295 | 1.018365 | 54186.242930 | 1281.593254 | 9.072799 | 355.0435 | 16.623362 | bb142787b681af27ac86.dat | 0046ee889a24134bd351 | 0.0 |
| 8 | 1.543495e-01 | 118c70535bd753a86615 | 780 | 2 | 23 | 60 | 57.559050 | 5.012301e+03 | 1512.479806 | 4.759930 | 27461.399804 | 1506.017226 | 14.163725 | 899.4277 | 11.089719 | 662d2f3542adf199f3a2.dat | 0050161961b3e2e398de | 0.0 |
| 9 | 8.097873e-16 | 84b788fdc5e779f8a0df | 850 | 2 | 22 | 68 | -15.457532 | 1.000000e-10 | 1126.975678 | 2.000000 | 123489.218378 | 1430.435550 | 14.764868 | 865.5477 | 8.646849 | 2c576da41d645d597091.dat | 005c0d491a359ccff583 | 0.0 |
Last rows
| beta | chip_id | exc_wl | layout_a | layout_x | layout_y | params0 | params1 | params2 | params3 | params4 | params5 | params6 | pos_x | rms | spectrum_filename | spectrum_id | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14378 | 0.486590 | a005efe42b620a737e7e | 850 | 2 | 33 | 47 | 210.040994 | 5958.178147 | 1089.650916 | 2.968719 | 6.286572e+03 | 1086.699720 | 5.174657 | 1244.4850 | 7.916921 | cf32faa5f7fd96ab9b4c.dat | ffb380926d97f0c17e6e | NaN |
| 14379 | 0.241096 | 3c2948d0a755e5ff99f6 | 780 | 2 | 34 | 184 | 145.515287 | 6244.991859 | 1502.836082 | 2.963362 | 1.965748e+04 | 1505.078653 | 11.504459 | 1247.0670 | 11.770336 | 9418b8210c2e55cf2af9.dat | ffb8e22c7abd6d35da70 | NaN |
| 14380 | 0.417445 | a005efe42b620a737e7e | 850 | 1 | 39 | 183 | 460.706717 | 19726.332960 | 1088.936826 | 4.050089 | 2.752859e+04 | 1087.760099 | 9.556193 | -448.0154 | 9.976327 | ab29262a63382cb75f4e.dat | ffd320b432ea04daf25b | NaN |
| 14381 | 1.000000 | a005efe42b620a737e7e | 780 | 1 | 35 | 142 | 1038.003573 | 232553.125753 | 1284.726430 | 11.809587 | 4.181811e-15 | 1599.994457 | 232556.735929 | -576.8676 | 97.954071 | 3528d345a9fef49494a9.dat | ffd5a8c80f8d30ad37f8 | NaN |
| 14382 | 0.089727 | 3c2948d0a755e5ff99f6 | 850 | 0 | 34 | 7 | 123.418676 | 1064.090460 | 1086.385636 | 0.500000 | 1.079508e+04 | 1086.494685 | 6.690598 | -609.6906 | 9.743995 | 8e75b09f759be1433b58.dat | ffdd738462bbf44c8731 | NaN |
| 14383 | 0.116226 | 3c2948d0a755e5ff99f6 | 850 | 3 | 2 | 114 | 150.351050 | 1575.743737 | 1087.530221 | 0.500000 | 1.198183e+04 | 1085.864281 | 5.739515 | 220.9971 | 9.893204 | a9309e1b871e8089dedb.dat | ffe3f18bccea9eca0c4b | NaN |
| 14384 | 0.237499 | a005efe42b620a737e7e | 780 | 3 | 16 | 181 | 285.044749 | 5157.487766 | 1153.698321 | 4.533969 | 1.655832e+04 | 1149.558122 | 6.347408 | 702.8404 | 19.912753 | 01d6b771f9b18d2c8be5.dat | ffe5dc9b0008f1686fbb | NaN |
| 14385 | 0.026182 | 3c2948d0a755e5ff99f6 | 780 | 1 | 25 | 39 | 201.594580 | 1298.787359 | 1137.037932 | 4.397521 | 4.830745e+04 | 1162.600089 | 10.304924 | -897.3608 | 8.347038 | 6dc212d4616d7e28ac68.dat | ffe99ef3b8a4ffb5cbfd | NaN |
| 14386 | 0.094193 | a005efe42b620a737e7e | 780 | 0 | 3 | 95 | 986.415682 | 1536.973685 | 1155.252414 | 2.437632 | 1.478039e+04 | 1154.479281 | 17.361207 | -1599.4280 | 9.972497 | 73db945d1ec8d0d97b51.dat | fff6557194ea0487af92 | NaN |
| 14387 | 0.008132 | 3c2948d0a755e5ff99f6 | 850 | 3 | 28 | 10 | 48.644496 | 446.157645 | 1552.515469 | 0.500000 | 5.442098e+04 | 1559.177089 | 14.477710 | 1057.1280 | 9.881024 | d147cb4379e428a08ebf.dat | ffffb084eeba6fd04e59 | NaN |